{"slug":"neo4j-contrib-neo4j-gds-skill","name":"neo4j-gds-skill","description":"Neo4j Graph Data Science (GDS) embedded plugin via Python client or Cypher —","long_description":"---\nname: neo4j-gds-skill\ndescription: Neo4j Graph Data Science (GDS) embedded plugin via Python client or Cypher —\n  covers GraphDataScience, gds.v2 plugin endpoints, gds.version, native projection, Cypher\n  projection, graph catalog operations, stream/stats/mutate/write modes, memory estimation,\n  PageRank, Louvain, WCC, FastRP, KNN, Node Similarity, ML pipelines, and cleanup. Use for\n  Aura Pro, self-managed, local, or offline Neo4j DBMS with the GDS plugin installed. Does\n  NOT cover Aura Graph Analytics GDS Sessions, AuraGraphDataScience, GdsSessions,\n  gds.graph.project.remote, or AuraDB Cypher API projection/session management — use neo4j-aura-graph-analytics-skill.\n  Does NOT handle Cypher authoring — use neo4j-cypher-skill.\n  Does NOT cover driver setup — use neo4j-driver-python-skill or other driver skill.\nversion: 1.0.14\nallowed-tools: Bash WebFetch\n---\n\n## When to Use\n- Running GDS algorithms against embedded GDS plugin through Python client (`graphdatascience`)\n- Running GDS algorithms through `CALL gds.*` Cypher procedures\n- Aura Pro, self-managed Neo4j, local Neo4j, or offline DBMS with GDS plugin installed\n- Projecting named in-memory graphs, running centrality/community/similarity/path/embedding algorithms\n- Chaining algorithms via `mutate` mode; building FastRP → KNN pipelines\n- Writing node embeddings for Neo4j vector indexes / structural similarity search\n- Memory estimation before large graph operations\n\n## When NOT to Use\n- **Aura Graph Analytics Sessions / AGA / `GdsSessions` / `AuraGraphDataScience`** → `neo4j-aura-graph-analytics-skill`\n- **AuraDB Cypher API with `{ memory: ... }` or `{ sessionId: ... }`** → `neo4j-aura-graph-analytics-skill`\n- **Cypher query authoring** → `neo4j-cypher-skill`\n- **Driver/connection setup** → `neo4j-driver-python-skill`\n- **GraphRAG retrieval** → `neo4j-graphrag-skill`\n- **Creating/querying vector indexes over written embeddings** → `neo4j-vector-index-skill`\n\n| Context | Use |\n|---|---|\n| Aura Pro with GDS plugin | This skill |\n| Self-managed/local/offline Neo4j with GDS plugin | This skill |\n| AuraDB serverless analytics session | `neo4j-aura-graph-analytics-skill` |\n| Self-managed Neo4j attached to AGA session | `neo4j-aura-graph-analytics-skill` |\n| Non-Neo4j data source | `neo4j-aura-graph-analytics-skill` |\n\n---\n\n## Pre-flight\n\nUse only with embedded GDS plugin.\n\n```python\nfrom graphdatascience import GraphDataScience\n\ngds = GraphDataScience(\"neo4j+s://xxx.databases.neo4j.io\", auth=(\"neo4j\", \"pw\"), aura_ds=True)\ngds = GraphDataScience(\"bolt://localhost:7687\", auth=(\"neo4j\", \"password\"))\nprint(gds.server_version())\n```\n\n```cypher\nRETURN gds.version() AS gds_version\n```\n\nIf `Unknown function 'gds.version'` → GDS plugin unavailable. AuraDB serverless analytics → `neo4j-aura-graph-analytics-skill`. Self-managed/local → install or enable GDS plugin.\n\n```bash\npip install \"graphdatascience<2\"          # Python client\npip install \"graphdatascience[rust_ext]<2\"  # 3–10× faster serialization\n```\n\nCompatibility: graphdatascience v1.22 — GDS >= 2.6 and < 2.28 / < 2026.6, Python >= 3.10 and < 3.15, Neo4j Driver >= 4.4.12 and < 7.0. GDS server 2026.06+ falls outside that range — call GDS from Cypher, or use the 2.0 pre-release client.\ngraphdatascience 2.0 is alpha (`pip install --pre graphdatascience`, latest `2.0a4`): `gds.v2` prefix removed and those endpoints become the only API, untyped 1.x endpoints deleted, `GraphV2`/`ModelV2` renamed to `Graph`/`Model`, minimum GDS server 2.13 and Neo4j Python driver 5.26 (4.4 dropped), pandas >= 2.0, FastPath preview. Pin `graphdatascience<2` for production.\n\nV2 rules:\n- Prefer `gds.v2.*` when endpoint exists.\n- Use snake_case endpoints and parameters: `page_rank`, `fast_rp`, `mutate_property`, `write_property`.\n- Use typed result attributes: `result.write_millis`, not `result[\"writeMillis\"]`.\n- Use v1 if v2 endpoint missing/incompatible; label fallback.\n\n---\n\n## Graph Catalog Operations\n\n### Native Projection\n\n```cypher\nCALL gds.graph.project(\n  'myGraph',\n  ['Person', 'City'],\n  { KNOWS: { orientation: 'UNDIRECTED' }, LIVES_IN: {} }\n)\nYIELD graphName, nodeCount, relationshipCount\n```\n\n```python\nG, result = gds.v2.graph.project(\"myGraph\", \"Person\", \"KNOWS\")\nprint(result.node_count, result.relationship_count)\n\nG, result = gds.v2.graph.project(\n    \"myGraph\",\n    {\"Person\": {\"properties\": [\"age\", \"score\"]}, \"City\": {}},\n    {\"KNOWS\": {\"orientation\": \"UNDIRECTED\"}, \"LIVES_IN\": {\"properties\": [\"since\"]}}\n)\n```\n\nNative projection: plugin/simple Python-client workflow only. AGA Sessions → `neo4j-aura-graph-analytics-skill`.\nV1 fallback: `gds.graph.project(...)`.\n\n### Cypher Projection (use for new Cypher workflows, filters, transforms)\n\n```python\nG, result = gds.graph.cypher.project(\n    \"\"\"\n    MATCH (source:Person)-[r:KNOWS]->(target:Person)\n    WHERE source.active = true\n    RETURN gds.graph.project($graph_name, source, target,\n        { sourceNodeProperties: source { .score }, relationshipType: 'KNOWS' })\n    \"\"\",\n    database=\"neo4j\", graph_name=\"activeGraph\"\n)\n```\n\n`gds.graph.cypher.project` must end with one `RETURN gds.graph.project(...)` clause. If validation fails: use `gds.run_cypher(...)`, then `gds.graph.get(\"graphName\")`.\nUse v1 `gds.graph.cypher.project(...)` if v2 graph projection cannot express required filter/transform.\n\nAGA Sessions → `neo4j-aura-graph-analytics-skill`; never use plugin Cypher projection.\n\n### Undirected Projection\n\nNative projection: set `orientation: 'UNDIRECTED'` per relationship type.\nPlugin Cypher projection: set `undirectedRelationshipTypes: ['*']` in fifth `gds.graph.project(...)` config argument.\n\nLeiden is defined for directed and undirected graphs. Project undirected relationships when community structure is naturally symmetric.\n\n### Inspect and Drop\n\n```python\nG.node_count()              # 12_043\nG.relationship_count()      # 87_211\nG.node_properties()         # projected + mutated properties by label\nG.relationship_properties() # projected + mutated properties by type\nG.size_in_bytes()\ngds.v2.graph.drop(G)        # frees JVM heap\n\nG = gds.v2.graph.get(\"myGraph\")       # re-attach to existing projection\n\ngds.v2.graph.list()\n```\n\n### Memory Estimation — run before large projections and algorithms\n\n```cypher\nCALL gds.graph.project.estimate(['Person'], 'KNOWS')\nYIELD requiredMemory, bytesMin, bytesMax, nodeCount, relationshipCount\n```\n\n```python\nG, project_result = gds.v2.graph.project(\"myGraph\", \"Person\", \"KNOWS\")\nprint(project_result.node_count)\n\n# Algorithm estimation:\nest = gds.v2.page_rank.estimate(G, damping_factor=0.85)\nprint(est.required_memory)\n```\n\nProjection estimate fallback: use v1 `gds.graph.project.estimate(...)` if v2 estimate endpoint unavailable.\n\n---\n\n## Execution Modes\n\n| Mode | Side effect | Returns | Use when |\n|---|---|---|---|\n| `stream` | None | Row per node/pair | Inspect results; top-N |\n| `stats` | None | Single aggregate row | Summary/convergence check |\n| `mutate` | Adds node property or relationship type/property to in-memory graph only | Stats row | Chain algorithms |\n| `write` | Persists node property or relationship to Neo4j DB | Stats row | Final step — make queryable |\n\nPattern: `stream` to verify → `mutate` to chain → `write` to persist.\n\n`mutate_property` must not exist in the in-memory graph. Relationship algorithms such as KNN also require `mutate_relationship_type`.\nAfter `write`, re-project to use written properties in subsequent GDS calls (in-memory graph does not see DB writes).\n\n---\n\n## gds.util.asNode() — Enrich Stream Results\n\n`stream` mode yields `nodeId` (internal GDS integer). `gds.util.asNode(nodeId)` translates it back to the DB node so you can access properties.\n\n```cypher\n// Single property\nCALL gds.pageRank.stream('myGraph', {})\nYIELD nodeId, score\nRETURN gds.util.asNode(nodeId).name AS name, score\nORDER BY score DESC LIMIT 10\n\n// Multiple properties — convert once with WITH\nCALL gds.pageRank.stream('myGraph', {})\nYIELD nodeId, score\nWITH gds.util.asNode(nodeId) AS node, score\nRETURN node.name AS name, node.born AS born, score\nORDER BY score DESC LIMIT 10\n```\n\nNot needed for `write`, `mutate`, or `stats` modes — those don't return per-node data.\n\n---\n\n## Core Algorithms\n\n### PageRank (centrality)\n\n```cypher\nCALL gds.pageRank.stream('myGraph', { dampingFactor: 0.85, maxIterations: 20 })\nYIELD nodeId, score\nRETURN gds.util.asNode(nodeId).name AS name, score ORDER BY score DESC LIMIT 10\n// score: relative influence — not absolute. Compare within same run only.\n// didConverge: true means score stabilized; if false, increase maxIterations.\n\nCALL gds.pageRank.write('myGraph', { writeProperty: 'pagerank', dampingFactor: 0.85 })\nYIELD nodePropertiesWritten, ranIterations, didConverge\n```\n\n```python\npr_df = gds.v2.page_rank.stream(G, damping_factor=0.85)\nmutate_result = gds.v2.page_rank.mutate(G, mutate_property=\"pagerank\", damping_factor=0.85)\nwrite_result = gds.v2.page_rank.write(G, write_property=\"pagerank\", damping_factor=0.85)\nprint(write_result.write_millis)\n```\n\n### Louvain (community detection)\n\n```cypher\nCALL gds.louvain.stream('myGraph', { relationshipWeightProperty: 'weight' })\nYIELD nodeId, communityId\n\nCALL gds.louvain.write('myGraph', { writeProperty: 'community' })\nYIELD communityCount, modularity\n```\n\n```python\nlouvain_df = gds.v2.louvain.stream(G)\nwrite_result = gds.v2.louvain.write(G, write_property=\"community\")\nprint(write_result.community_count)\n```\n\nLeiden is a refinement of Louvain avoiding poorly connected communities — use when community quality > raw speed.\n`modularity` in stats result: range -0.5 to 1.0. [field] Values > 0.3 often indicate meaningful community structure; > 0.7 is strong.\nLeiden is defined for directed and undirected graphs. Project undirected relationships when community structure is naturally symmetric.\n\n### WCC — Weakly Connected Components\n\nRun WCC first to understand graph structure; partition disconnected graphs before expensive algorithms.\n\n```cypher\nCALL gds.wcc.stream('myGraph', { minComponentSize: 10 })\nYIELD nodeId, componentId\n\nCALL gds.wcc.write('myGraph', { writeProperty: 'componentId' })\nYIELD nodePropertiesWritten, componentCount\n```\n\n```python\nwcc_df = gds.v2.wcc.stream(G)\nwrite_result = gds.v2.wcc.write(G, write_property=\"componentId\")\nprint(write_result.node_properties_written)\n```\n\n### Betweenness Centrality\n\n```python\ngds.v2.betweenness_centrality.stream(G)          # identifies bottleneck/bridge nodes\ngds.v2.betweenness_centrality.write(G, write_property=\"betweenness\")\n```\n\n### Node Similarity\n\nJaccard similarity from common neighbors — no node properties required.\n\n```python\ngds.v2.node_similarity.stream(G, similarity_cutoff=0.1, top_k=10)\ngds.v2.node_similarity.write(G, write_relationship_type=\"SIMILAR\", write_property=\"score\",\n                             similarity_cutoff=0.1, top_k=10)\n```\n\n### FastRP (node embeddings)\n\nFast, scalable, production ML pipelines. Set `randomSeed` for reproducibility.\n\n```cypher\nCALL gds.fastRP.mutate('myGraph', {\n  embeddingDimension: 256,\n  iterationWeights: [0.0, 1.0, 1.0],\n  featureProperties: ['score'],\n  propertyRatio: 0.5,\n  normalizationStrength: -0.5,\n  randomSeed: 42,\n  mutateProperty: 'embedding'\n})\nYIELD nodePropertiesWritten\n```\n\n```python\ngds.v2.fast_rp.mutate(G, embedding_dimension=256, iteration_weights=[0.0, 1.0, 1.0],\n                      random_seed=42, mutate_property=\"embedding\")\nwrite_result = gds.v2.fast_rp.write(G, embedding_dimension=256, write_property=\"embedding\",\n                                    random_seed=42)\nprint(write_result.write_millis)\n```\n\nFor ANN search over structural embeddings, after `write`, create a Neo4j vector index over the written property. Use `neo4j-vector-index-skill`.\n\n### KNN — K-Nearest Neighbors\n\nFinds k most similar nodes per node based on node properties (typically embeddings).\n\n```cypher\nCALL gds.knn.stream('myGraph', {\n  nodeProperties: ['embedding'], topK: 10,\n  sampleRate: 0.5, similarityCutoff: 0.7\n})\nYIELD node1, node2, similarity\n\nCA","tagline":"Neo4j Graph Data Science (GDS) embedded plugin via Python client or Cypher —","category":"data-analysis","tags":["agent-skill"],"author":"neo4j-contrib","verified":false,"attribution":{"status":"registry_indexed","statusLabel":"Registry indexed","shortLabel":"REGISTRY INDEXED","sourceLabel":"github fast track","sourceDetail":"neo4j-contrib/neo4j-skills","creatorName":"neo4j-contrib","creatorUrl":"https://github.com/neo4j-contrib","sourceUrl":"https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-gds-skill","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/neo4j-contrib-neo4j-gds-skill#claim-this-skill","claimCta":"Claim this skill","trustNote":"This listing was indexed from public sources and is not marked official until a maintainer claim is approved.","publicNote":"Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals."},"stats":{"stars":106,"forks":36,"verified_installs":0,"successful_runs":0,"total_outcomes":0,"rating":0,"review_count":0,"quality_score":37.31},"quality":{"score":67,"tier":"promising","label":"Promising","summary":"Useful candidate, but compare it with alternatives before adopting.","signals":[{"label":"GitHub stars","value":"106","tone":"neutral"},{"label":"Freshness","value":"5d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","tone":"neutral"}],"warnings":[]},"trust":{"version":"trust-score-v5","score":63,"base_score":71,"outcome_confidence":0,"tier":"review","label":"Sandbox only","summary":"Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.","recommendedAction":"Run only in a sandbox and compare close alternatives before using it for real work.","decision":{"install_policy":"human_review_before_install","auto_install_allowed":false,"human_review_required":true,"sandbox_first":true,"agent_action":"Compare alternatives before installing.","reasoning":["63/100 Trust Score v5","71/100 Trust Score v4 baseline","Needs more real agent outcomes before unattended install","Install path is available","Review before production"],"review_required_when":["The workspace contains production secrets, payments, private customer data, or irreversible actions.","The install command requests shell, network, credential, database, or broad filesystem access.","Outcome evidence is missing, recently failed, or required human review.","Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"]},"dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":62,"weight":0.13,"status":"info","detail":"106 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":57,"weight":0.08,"status":"warn","detail":"106 stars, 36 forks; 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issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"5d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":70,"weight":0.14,"status":"info","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":46,"weight":0.12,"status":"warn","detail":"command execution surface, external package install surface"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add neo4j-contrib/neo4j-skills --skill neo4j-gds-skill"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":24,"weight":0.07,"status":"fail","detail":"secrets or environment access, shell or command execution"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-gds-skill"},{"id":"review_status","label":"Review status","score":88,"weight":0.05,"status":"pass","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"info","label":"GitHub adoption","detail":"106 GitHub stars"},{"status":"warn","label":"Stars/forks activity","detail":"106 stars, 36 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"5d since push"},{"status":"pass","label":"License clarity","detail":"MIT"},{"status":"info","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"warn","label":"Dependency/runtime risk","detail":"command execution surface, external package install surface"},{"status":"pass","label":"Install availability","detail":"npx skills add neo4j-contrib/neo4j-skills --skill neo4j-gds-skill"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"fail","label":"Permission surface","detail":"secrets or environment access, shell or command execution"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-gds-skill"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Install command has no obvious high-risk pattern","Outcome loop is ready but needs first real agent run"],"warnings":["Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Stars/forks activity: 106 stars, 36 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, external package install surface","Permission surface: secrets or environment access, shell or command execution","No real agent outcome reports yet","Human review required before unattended installation"],"evidence":{"stars":"106 GitHub stars","repoActivity":"106 stars, 36 forks","lastPushed":"5d since push","license":"MIT","repository":"https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-gds-skill","install":"npx skills add neo4j-contrib/neo4j-skills --skill neo4j-gds-skill","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, shell or command execution","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet","agentProvenScore":0,"outcomeConfidence":"0%","installPolicy":"human_review_before_install"},"installReadiness":{"ready":true,"command":"npx skills add neo4j-contrib/neo4j-skills --skill neo4j-gds-skill","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","5d since push","Trust Score v5 requires review or sandbox-only use before install."]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Stars/forks activity: 106 stars, 36 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, external package install surface","Permission surface: secrets or environment access, shell or command execution"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Compare alternatives before installing."},"outcome_loop":{"version":"openagentskill-agent-outcome-v4","required_after_install":true,"endpoint":"/api/agent/outcome","method":"POST","event_id_source":"feedback.event_id, install_receipt.resolve_event_id, or decision_packet.outcome_feedback.event_id","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"required_fields":["event_id","skill_slug","task"],"quality_fields":["task_success","output_quality","error_type","human_review_required","used_in_production","workspace","evidence_url","time_to_useful_ms","source_version"],"ranking_inputs_updated":["Trust Score v5 outcome confidence","Agent Proven Score","Resolve ranking task-fit evidence","Skill detail machine-readable metadata","Outcome leaderboard"]},"agent_contract":{"suited_tasks":["data-analysis","agent-skill"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"install_command":"npx skills add neo4j-contrib/neo4j-skills --skill neo4j-gds-skill","trust_score":63,"trust_version":"trust-score-v5","risk_level":"medium","do_not_use_when":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"before_install":["Read the audit page and machine-readable metadata.","Confirm the install command, license, and permission surface fit the workspace.","Get explicit human approval or choose an alternative before installing."],"after_run":["Report the outcome to /api/agent/outcome using the resolve event id.","Include output_quality, workspace, human_review_required, and evidence_url when available.","Re-resolve before broad production rollout."]},"bestFor":["data-analysis","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"knownRisks":["Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Stars/forks activity: 106 stars, 36 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, external package install surface","Permission surface: secrets or environment access, shell or command execution"],"backward_compatible":{"trust_score_v4":{"version":"trust-score-v4","score":71,"tier":"review","label":"Manual review","summary":"Potentially useful, but at least one trust signal needs human inspection."}}},"trust_score_v4":{"version":"trust-score-v4","score":71,"tier":"review","label":"Manual review","summary":"Potentially useful, but at least one trust signal needs human inspection.","recommendedAction":"Inspect the repository, license, and recent activity before connecting it to agent workflows.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":62,"weight":0.13,"status":"info","detail":"106 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":57,"weight":0.08,"status":"warn","detail":"106 stars, 36 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"5d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":70,"weight":0.14,"status":"info","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":46,"weight":0.12,"status":"warn","detail":"command execution surface, external package install surface"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add neo4j-contrib/neo4j-skills --skill neo4j-gds-skill"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":24,"weight":0.07,"status":"fail","detail":"secrets or environment access, shell or command execution"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-gds-skill"},{"id":"review_status","label":"Review status","score":88,"weight":0.05,"status":"pass","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"info","label":"GitHub adoption","detail":"106 GitHub stars"},{"status":"warn","label":"Stars/forks activity","detail":"106 stars, 36 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"5d since push"},{"status":"pass","label":"License clarity","detail":"MIT"},{"status":"info","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"warn","label":"Dependency/runtime risk","detail":"command execution surface, external package install surface"},{"status":"pass","label":"Install availability","detail":"npx skills add neo4j-contrib/neo4j-skills --skill neo4j-gds-skill"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"fail","label":"Permission surface","detail":"secrets or environment access, shell or command execution"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-gds-skill"},{"status":"pass","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Install command has no obvious high-risk pattern"],"warnings":["Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Stars/forks activity: 106 stars, 36 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, external package install surface","Permission surface: secrets or environment access, shell or command execution"],"evidence":{"stars":"106 GitHub stars","repoActivity":"106 stars, 36 forks","lastPushed":"5d since push","license":"MIT","repository":"https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-gds-skill","install":"npx skills add neo4j-contrib/neo4j-skills --skill neo4j-gds-skill","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, shell or command execution","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add neo4j-contrib/neo4j-skills --skill neo4j-gds-skill","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","5d since push"]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Stars/forks activity: 106 stars, 36 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, external package install surface","Permission surface: secrets or environment access, shell or command execution"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Human review or sandbox validation is required before automatic installation."},"bestFor":["data-analysis","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"knownRisks":["Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Stars/forks activity: 106 stars, 36 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, external package install surface","Permission surface: secrets or environment access, shell or command execution"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"outcome_stats":null,"safety":{"score":37,"level":"avoid_auto_install","label":"Avoid automatic install","safety_tier":{"tier":"blocked","label":"Blocked for auto-install","badge":"BLOCKED","summary":"This skill should not be selected by an agent without explicit human security review.","recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first.","auto_install_policy":"block","reasons":["Metadata combines secrets access with shell or command execution","High-risk permission hints: Shell or command execution, Secrets or environment access"]},"auto_install_allowed":false,"human_review_required":true,"blocked":true,"audit_risk":"needs_review","permission_hints":[{"id":"shell","label":"Shell or command execution","reason":"Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.","severity":"high"},{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"secrets","label":"Secrets or environment access","reason":"Skill metadata references credentials, tokens, environment variables, or secret-bearing workflows.","severity":"high"},{"id":"database","label":"Database access","reason":"Skill may inspect schemas, query databases, or work with persistent stores.","severity":"medium"}],"policy_warnings":["High-risk permission hints: Shell or command execution, Secrets or environment access","Dependency or permission surface needs review"],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"blocked","label":"Blocked for auto-install","badge":"BLOCKED","auto_install_policy":"block","auto_install_allowed":false,"blocked":true,"human_review_required":true,"recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first.","reasons":["Metadata combines secrets access with shell or command execution","High-risk permission hints: Shell or command execution, Secrets or environment access"]},"eval":{"version":"openagentskill-skill-eval-v1","status":"failed","score":67,"risk_level":"high","decision":{"recommendation":"do_not_auto_install","reason":"Agent safety gate: This skill should not be selected by an agent without explicit human security review.","auto_install_allowed":false,"policy":"block","human_review_required":true},"blockers":["Agent safety gate: This skill should not be selected by an agent without explicit human security review.","Permission surface: secrets or environment access, shell or command execution"],"warnings":["Trust score: Potentially useful, but at least one trust signal needs human inspection.","Audit score: Needs review","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context","High-risk permission hints: Shell or command execution, Secrets or environment access","Dependency or permission surface needs review","Permission surface may require sandboxing","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Stars/forks activity: 106 stars, 36 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, external package install surface","Permission surface: secrets or environment access, shell or command execution"],"validation_plan":["Inspect repository, README/SKILL.md, license, and recent commits before production use.","Install in an isolated workspace or sandbox with no production secrets available.","Run the smallest representative task and record files touched, commands run, network access, and outputs.","Compare the selected skill against at least one alternative when the eval status is review or failed.","Promote only after the agent reports a successful verification result and unresolved warnings are accepted."],"checks":[{"id":"task_fit","label":"Task fit","status":"pass","score":94,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate neo4j-gds-skill before installing it in an agent workflow","data-analysis","RAG and knowledge workflows; Claude Code teams; builders willing to evaluate younger projects"]},{"id":"install_path","label":"Install path","status":"pass","score":92,"required_for_auto_install":true,"detail":"Install handoff is available.","evidence":["npx skills add neo4j-contrib/neo4j-skills --skill neo4j-gds-skill"]},{"id":"install_safety","label":"Install command safety","status":"pass","score":92,"required_for_auto_install":true,"detail":"standard package or runtime install path","evidence":["npx skills add neo4j-contrib/neo4j-skills --skill neo4j-gds-skill"]},{"id":"trust_score","label":"Trust score","status":"warn","score":71,"required_for_auto_install":true,"detail":"Potentially useful, but at least one trust signal needs human inspection.","evidence":["Manual review","106 GitHub stars","MIT"]},{"id":"audit_score","label":"Audit score","status":"warn","score":77,"required_for_auto_install":true,"detail":"Needs review","evidence":["Dependency or permission surface needs review"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"fail","score":37,"required_for_auto_install":true,"detail":"This skill should not be selected by an agent without explicit human security review.","evidence":["Do not auto-install. Inspect the source, dependencies, and permission surface first.","Metadata combines secrets access with shell or command execution"]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"warn","score":70,"required_for_auto_install":false,"detail":"Public metadata needs stronger README/SKILL.md context","evidence":["Usable metadata, review docs"]},{"id":"license_clarity","label":"License clarity","status":"pass","score":86,"required_for_auto_install":true,"detail":"MIT","evidence":["MIT"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":100,"required_for_auto_install":false,"detail":"5d since push","evidence":["5d since push"]},{"id":"permission_surface","label":"Permission surface","status":"fail","score":24,"required_for_auto_install":true,"detail":"secrets or environment access, shell or command execution","evidence":["Shell or command execution: high","Network access: medium","Secrets or environment access: high"]},{"id":"alternatives","label":"Alternatives available","status":"info","score":55,"required_for_auto_install":false,"detail":"No close alternatives were found in the current shortlist.","evidence":[]}],"endpoints":{"web":"https://www.openagentskill.com/skills/neo4j-contrib-neo4j-gds-skill/evals","api":"/api/agent/evals?slug=neo4j-contrib-neo4j-gds-skill","text":"/api/agent/evals?slug=neo4j-contrib-neo4j-gds-skill&format=text"}},"agent_readable_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"neo4j-contrib-neo4j-gds-skill","name":"neo4j-gds-skill","description":"Neo4j Graph Data Science (GDS) embedded plugin via Python client or Cypher —","category":"data-analysis","url":"https://www.openagentskill.com/skills/neo4j-contrib-neo4j-gds-skill","repository":"https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-gds-skill","github_repo":"neo4j-contrib/neo4j-skills"},"suited_tasks":["RAG and knowledge workflows","Claude Code teams","builders willing to evaluate younger projects","Chunk documents","Create embeddings","Retrieve and cite relevant passages","Search sources","Extract claims"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add neo4j-contrib/neo4j-skills --skill neo4j-gds-skill","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add neo4j-contrib-neo4j-gds-skill"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"neo4j-gds-skill\" agent skill from https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-gds-skill. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Neo4j Graph Data Science (GDS) embedded plugin via Python client or Cypher — After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"neo4j-contrib-neo4j-gds-skill\",\"task\":\"Install neo4j-gds-skill\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"neo4j-gds-skill\" as a Claude Code skill from https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-gds-skill. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Neo4j Graph Data Science (GDS) embedded plugin via Python client or Cypher — After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"neo4j-contrib-neo4j-gds-skill\",\"task\":\"Install neo4j-gds-skill\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"neo4j-gds-skill\" from https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-gds-skill into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Neo4j Graph Data Science (GDS) embedded plugin via Python client or Cypher — After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"neo4j-contrib-neo4j-gds-skill\",\"task\":\"Install neo4j-gds-skill\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/neo4j-contrib-neo4j-gds-skill/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/neo4j-contrib-neo4j-gds-skill"},"trust":{"score":71,"label":"Manual review","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"106 GitHub stars","repoActivity":"106 stars, 36 forks","lastPushed":"5d since push","license":"MIT","repository":"https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-gds-skill","install":"npx skills add neo4j-contrib/neo4j-skills --skill neo4j-gds-skill","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, shell or command execution","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["data-analysis","agent-skill"],"known_risks":["Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Stars/forks activity: 106 stars, 36 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, external package install surface","Permission surface: secrets or environment access, shell or command execution"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":77,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Stars/forks activity: 106 stars, 36 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, external package install surface","Permission surface: secrets or environment access, shell or command execution"]},"safety_gate":{"tier":"blocked","label":"Blocked for auto-install","auto_install_policy":"block","auto_install_allowed":false,"human_review_required":true,"blocked":true,"recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first."},"quality":{"score":67,"label":"Promising"},"supply":{"track":"Data, BI, and analytics","scenario":"Data analysis","maintenance":"5d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No OpenAgentSkill engagement data yet","High-risk permission hints: Shell or command execution, Secrets or environment access","Dependency or permission surface needs review","Permission surface may require sandboxing","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution"],"agent_contract":{"task_input":"Use neo4j-gds-skill in an agent workflow","recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first.","install_policy":"block","minimum_review_before_use":["Trust: 71/100 Manual review","Audit: 77/100 Needs review","Safety: 37/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"neo4j-contrib-neo4j-gds-skill (neo4j-gds-skill)","install_command":"npx skills add neo4j-contrib/neo4j-skills --skill neo4j-gds-skill","risk_summary":"Needs review; Blocked for auto-install; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"neo4j-contrib-neo4j-gds-skill","task":"Use neo4j-gds-skill in an agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/neo4j-contrib-neo4j-gds-skill","api":"https://www.openagentskill.com/api/agent/skills/neo4j-contrib-neo4j-gds-skill","audit":"https://www.openagentskill.com/skills/neo4j-contrib-neo4j-gds-skill/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=neo4j-contrib-neo4j-gds-skill&task=Use%20neo4j-gds-skill%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20neo4j-gds-skill%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20neo4j-gds-skill%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/neo4j-contrib-neo4j-gds-skill/install","manifest":"https://www.openagentskill.com/api/registry/manifest/neo4j-contrib-neo4j-gds-skill"}},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"neo4j-contrib-neo4j-gds-skill","name":"neo4j-gds-skill","description":"Neo4j Graph Data Science (GDS) embedded plugin via Python client or Cypher —","category":"data-analysis","url":"https://www.openagentskill.com/skills/neo4j-contrib-neo4j-gds-skill","repository":"https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-gds-skill","github_repo":"neo4j-contrib/neo4j-skills"},"suited_tasks":["RAG and knowledge workflows","Claude Code teams","builders willing to evaluate younger projects","Chunk documents","Create embeddings","Retrieve and cite relevant passages","Search sources","Extract claims"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add neo4j-contrib/neo4j-skills --skill neo4j-gds-skill","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add neo4j-contrib-neo4j-gds-skill"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"neo4j-gds-skill\" agent skill from https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-gds-skill. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Neo4j Graph Data Science (GDS) embedded plugin via Python client or Cypher — After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"neo4j-contrib-neo4j-gds-skill\",\"task\":\"Install neo4j-gds-skill\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"neo4j-gds-skill\" as a Claude Code skill from https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-gds-skill. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Neo4j Graph Data Science (GDS) embedded plugin via Python client or Cypher — After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"neo4j-contrib-neo4j-gds-skill\",\"task\":\"Install neo4j-gds-skill\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"neo4j-gds-skill\" from https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-gds-skill into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Neo4j Graph Data Science (GDS) embedded plugin via Python client or Cypher — After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"neo4j-contrib-neo4j-gds-skill\",\"task\":\"Install neo4j-gds-skill\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/neo4j-contrib-neo4j-gds-skill/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/neo4j-contrib-neo4j-gds-skill"},"trust":{"score":71,"label":"Manual review","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"106 GitHub stars","repoActivity":"106 stars, 36 forks","lastPushed":"5d since push","license":"MIT","repository":"https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-gds-skill","install":"npx skills add neo4j-contrib/neo4j-skills --skill neo4j-gds-skill","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, shell or command execution","documentation":"Usable metadata, review docs","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["data-analysis","agent-skill"],"known_risks":["Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Stars/forks activity: 106 stars, 36 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, external package install surface","Permission surface: secrets or environment access, shell or command execution"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":77,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Stars/forks activity: 106 stars, 36 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, external package install surface","Permission surface: secrets or environment access, shell or command execution"]},"safety_gate":{"tier":"blocked","label":"Blocked for auto-install","auto_install_policy":"block","auto_install_allowed":false,"human_review_required":true,"blocked":true,"recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first."},"quality":{"score":67,"label":"Promising"},"supply":{"track":"Data, BI, and analytics","scenario":"Data analysis","maintenance":"5d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No OpenAgentSkill engagement data yet","High-risk permission hints: Shell or command execution, Secrets or environment access","Dependency or permission surface needs review","Permission surface may require sandboxing","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution"],"agent_contract":{"task_input":"Use neo4j-gds-skill in an agent workflow","recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first.","install_policy":"block","minimum_review_before_use":["Trust: 71/100 Manual review","Audit: 77/100 Needs review","Safety: 37/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"neo4j-contrib-neo4j-gds-skill (neo4j-gds-skill)","install_command":"npx skills add neo4j-contrib/neo4j-skills --skill neo4j-gds-skill","risk_summary":"Needs review; Blocked for auto-install; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"neo4j-contrib-neo4j-gds-skill","task":"Use neo4j-gds-skill in an agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/neo4j-contrib-neo4j-gds-skill","api":"https://www.openagentskill.com/api/agent/skills/neo4j-contrib-neo4j-gds-skill","audit":"https://www.openagentskill.com/skills/neo4j-contrib-neo4j-gds-skill/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=neo4j-contrib-neo4j-gds-skill&task=Use%20neo4j-gds-skill%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20neo4j-gds-skill%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20neo4j-gds-skill%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/neo4j-contrib-neo4j-gds-skill/install","manifest":"https://www.openagentskill.com/api/registry/manifest/neo4j-contrib-neo4j-gds-skill"}},"supply_profile":{"track":{"slug":"data","label":"Data, BI, and analytics","shortLabel":"Data","description":"CSV, SQL, notebooks, dashboards, data pipelines, BI, ETL, and spreadsheet analysis."},"scenario":{"label":"Data analysis","description":"I need my agent to analyze CSV data, produce insights, and explain trends.","useCases":[{"slug":"rag-knowledge","title":"RAG and knowledge"},{"slug":"research-agents","title":"Research agents"},{"slug":"browser-automation","title":"Browser automation"}]},"applicableAgents":["Claude Code","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx skills add neo4j-contrib/neo4j-skills --skill neo4j-gds-skill","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":106,"starsLabel":"106","forks":36,"license":"MIT","qualityScore":67,"trustScore":71,"auditScore":77},"maintenance":{"status":"fresh","label":"5d since push","daysSincePush":5,"lastPushedAt":"2026-08-31T08:14:22+00:00"},"risk":{"level":"needs_review","label":"Needs review","requiresReview":true,"notes":["Dependency or permission surface needs review","Permission surface may require sandboxing","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Stars/forks activity: 106 stars, 36 forks; issue activity unavailable in current metadata"]},"coverageTags":["Data","Data analysis","data-analysis","agent-skill"]},"audit":{"audit_score":77,"risk_level":"needs_review","risk_label":"Needs review","quality_score":67,"trust_score":71,"maintenance_score":100,"security_score":76,"install_score":92,"warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Stars/forks activity: 106 stars, 36 forks; issue activity unavailable in current metadata","Dependency/runtime risk: command execution surface, external package install surface","Permission surface: secrets or environment access, shell or command execution"]},"quality_signals":{"model":"v2","star_score":14.21,"usage_score":0,"review_score":5.1,"metadata_score":3,"freshness_score":15},"platforms":["Claude Code"],"use_cases":[{"slug":"rag-knowledge","title":"RAG and knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"},{"slug":"research-agents","title":"Research agents","url":"https://www.openagentskill.com/use-cases/research-agents"},{"slug":"browser-automation","title":"Browser automation","url":"https://www.openagentskill.com/use-cases/browser-automation"},{"slug":"data-analysis","title":"Data analysis","url":"https://www.openagentskill.com/use-cases/data-analysis"}],"stacks":[{"slug":"rag-knowledge-base","title":"RAG knowledge base","url":"https://www.openagentskill.com/collections/rag-knowledge-base"},{"slug":"research-report-agent","title":"Research report agent","url":"https://www.openagentskill.com/collections/research-report-agent"},{"slug":"browser-qa-agent","title":"Browser QA agent","url":"https://www.openagentskill.com/collections/browser-qa-agent"}],"install":"npx skills add neo4j-contrib/neo4j-skills --skill neo4j-gds-skill","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add neo4j-contrib-neo4j-gds-skill","description":"Resolve policy, run the source installer safely, and report a verified install receipt.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"neo4j-gds-skill\" agent skill from https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-gds-skill. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Neo4j Graph Data Science (GDS) embedded plugin via Python client or Cypher — After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"neo4j-contrib-neo4j-gds-skill\",\"task\":\"Install neo4j-gds-skill\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"neo4j-gds-skill\" as a Claude Code skill from https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-gds-skill. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Neo4j Graph Data Science (GDS) embedded plugin via Python client or Cypher — After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"neo4j-contrib-neo4j-gds-skill\",\"task\":\"Install neo4j-gds-skill\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"neo4j-gds-skill\" from https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-gds-skill into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Neo4j Graph Data Science (GDS) embedded plugin via Python client or Cypher — After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"neo4j-contrib-neo4j-gds-skill\",\"task\":\"Install neo4j-gds-skill\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-gds-skill","github_repo":"neo4j-contrib/neo4j-skills","version":"1.0.14","license":"MIT","urls":{"web":"https://www.openagentskill.com/skills/neo4j-contrib-neo4j-gds-skill","repository":"https://github.com/neo4j-contrib/neo4j-skills/tree/main/neo4j-gds-skill","api":"/api/agent/skills/neo4j-contrib-neo4j-gds-skill","install_api":"/api/skills/neo4j-contrib-neo4j-gds-skill/install"},"meta":{"created_at":"2026-09-04T20:04:56.137037+00:00","updated_at":"2026-09-04T20:04:56.361354+00:00","agent_friendly":true}}